Double-bracket quantum algorithms for quantum imaginary-time evolution
arXiv:2412.04554 · doi:10.1103/rw81-k8vk
Abstract
Efficiently preparing approximate ground-states of large, strongly correlated systems on quantum hardware is challenging and yet nature is innately adept at this. This has motivated the study of thermodynamically inspired approaches to ground-state preparation that aim to replicate cooling processes via imaginary-time evolution. However, synthesizing quantum circuits that efficiently implement imaginary-time evolution is itself difficult, with prior proposals generally adopting heuristic variational approaches or using deep block encodings. Here, we use the insight that quantum imaginary-time evolution is a solution of Brockett's double-bracket flow and synthesize circuits that implement double-bracket flows coherently on the quantum computer. We prove that our Double-Bracket Quantum Imaginary-Time Evolution (DB-QITE) algorithm inherits the cooling guarantees of imaginary-time evolution. Concretely, each step is guaranteed to i) decrease the energy of an initial approximate ground-state by an amount proportion to the energy fluctuations of the initial state and ii) increase the fidelity with the ground-state. We provide gate counts for DB-QITE through numerical simulations in Qrisp which demonstrate scenarios where DB-QITE outperforms quantum phase estimation. Thus DB-QITE provides a means to systematically improve the approximation of a ground-state using shallow circuits.
References in corpus (92)
- Variational Quantum Algorithms
- Barren plateaus in quantum neural network training landscapes
- Noisy intermediate-scale quantum (NISQ) algorithms
- Quantum computational chemistry
- Quantum principal component analysis
- Time-dependent variational principle for quantum lattices
- Hamiltonian Simulation by Qubitization
- Simulating Hamiltonian dynamics with a truncated Taylor series
- Hartree-Fock on a superconducting qubit quantum computer
- Towards Practical Quantum Variational Algorithms
- Determining eigenstates and thermal states on a quantum computer using quantum imaginary time evolution
- Time-evolution methods for matrix-product states
- Quantum control theory and applications: A survey
- Self-Verifying Variational Quantum Simulation of the Lattice Schwinger Model
- Variational ansatz-based quantum simulation of imaginary time evolution
- Quantum singular value transformation and beyond: exponential improvements for quantum matrix arithmetics
- A Theory of Trotter Error
- Training variational quantum algorithms is NP-hard
- A Review on Quantum Approximate Optimization Algorithm and its Variants
- Quantum Metropolis Sampling
- Gate count estimates for performing quantum chemistry on small quantum computers
- Halving the cost of quantum addition
- Soundness and completeness of quantum root-mean-square errors
- Anti-de Sitter Space from Optimization of Path Integrals in Conformal Field Theories
- Barren Plateaus in Variational Quantum Computing
- The power of quantum systems on a line
- Quantum technologies need a Quantum Energy Initiative
- Arbitrary accuracy iterative phase estimation algorithm as a two qubit benchmark
- Sampling from the thermal quantum Gibbs state and evaluating partition functions with a quantum computer
- Tangent-space methods for uniform matrix product states
- Heisenberg-limited ground state energy estimation for early fault-tolerant quantum computers
- Strategies for solving the Fermi-Hubbard model on near-term quantum computers
- Experimental Bayesian Quantum Phase Estimation on a Silicon Photonic Chip
- Nearly optimal lattice simulation by product formulas
- Entropy and Entanglement in Quantum Ground States
- Near-optimal ground state preparation
- High-Fidelity Bell-State Preparation with Ca Optical Qubits
- Hamiltonian complexity
- Ground state preparation and energy estimation on early fault-tolerant quantum computers via quantum eigenvalue transformation of unitary matrices
- Quantum Hamiltonian Complexity
- Optimal Control for Generating Quantum Gates in Open Dissipative Systems
- Shortcut to Equilibration of an Open Quantum System
- Rapid Lyapunov control of finite-dimensional quantum systems
- Preparation of matrix product states with log-depth quantum circuits
- A randomized quantum algorithm for statistical phase estimation
- Chemistry Beyond the Scale of Exact Diagonalization on a Quantum-Centric Supercomputer
- Geometry of variational methods: dynamics of closed quantum systems
- Adaptive Variational Quantum Imaginary Time Evolution Approach for Ground State Preparation
- Even shorter quantum circuit for phase estimation on early fault-tolerant quantum computers with applications to ground-state energy estimation
- Quantum-centric Supercomputing for Materials Science: A Perspective on Challenges and Future Directions
- Geometry of Matrix Product States: metric, parallel transport and curvature
- Implementation of quantum imaginary-time evolution method on NISQ devices: Nonlocal approximation
- Hamiltonian Simulation with Optimal Sample Complexity
- Efficient step-merged quantum imaginary time evolution algorithm for quantum chemistry
- Does provable absence of barren plateaus imply classical simulability?
- Exact and efficient Lanczos method on a quantum computer
- Exact Diagonalization of Heisenberg SU(N) models
- Riemannian optimization of isometric tensor networks
- A theory of quantum subspace diagonalization
- Variational Benchmarks for Quantum Many-Body Problems
- Unifying variational methods for simulating quantum many-body systems
- Single-ancilla ground state preparation via Lindbladians
- Error-Mitigated Quantum Metrology via Virtual Purification
- Variational quantum eigensolver for the Heisenberg antiferromagnet on the kagome lattice
- Constant-depth preparation of matrix product states with adaptive quantum circuits
- Flow Equations and Normal Ordering. A Survey
- Gradient Flows for Optimisation and Quantum Control: Foundations and Applications
- On low-depth algorithms for quantum phase estimation
- Demonstrating Bayesian Quantum Phase Estimation with Quantum Error Detection
- Heisenberg-limited quantum phase estimation of multiple eigenvalues with few control qubits
- Optimizing quantum circuits with Riemannian gradient flow
- Fast Route to Thermalization
- Rapid initial state preparation for the quantum simulation of strongly correlated molecules
- Holographic Path-Integral Optimization
- Efficient Product Formulas for Commutators and Applications to Quantum Simulation
- Fragmented imaginary-time evolution for early-stage quantum signal processors
- The Complexity of Translationally-Invariant Spin Chains with Low Local Dimension
- Product Formulas for Exponentials of Commutators
- Efficient quantum imaginary time evolution by drifting real time evolution: an approach with low gate and measurement complexity
- Quantum-classical eigensolver using multiscale entanglement renormalization
- Local minima in quantum systems
- A variational quantum algorithm for Hamiltonian diagonalization
- Qibolab: an open-source hybrid quantum operating system
- Quantum Simulation of Realistic Materials in First Quantization Using Non-local Pseudopotentials
- Double-bracket quantum algorithms for diagonalization
- Phase-Sensitive Quantum Measurement without Controlled Operations
- Rise of conditionally clean ancillae for efficient quantum circuit constructions
- Improved approximation algorithms for bounded-degree local Hamiltonians
- Error suppression by a virtual two-qubit gate
- Unraveling long-time quantum dynamics using flow equations
- Bang-bang algorithms for quantum many-body ground states: a tensor network exploration
- Quantum Dynamic Programming
Cited by in corpus (4)
- Double-Bracket Master Equations: Phase-Space Representation and Classical Limit
- Adaptive time Compressed QITE (ACQ) and its geometrical interpretation
- Quantum Imaginary-Time Evolution with Polynomial Resources in Evolution Time
- Double-bracket quantum algorithms for high-fidelity ground state preparation